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Multimodal perception is no longer just an add-on: GLM-5V-Turbo bakes it directly into the core of reasoning, planning, and action.
Task-specific LLMs can be efficiently fine-tuned by explicitly routing inputs to LoRA experts based on semantic similarity, rather than relying on implicit or uniform weighting schemes.
Forget shallow alignment – STK-Adapter deeply fuses evolving knowledge graph structure and event chains into LLMs, unlocking superior temporal reasoning.
